Passed 12 of 16 test cases with the skill, and 10 of 16 without it.
Without skill64%
With skill73%
Checks it passed that the model alone missed
Recommends temporary_assigns for managing flash message state.
Recommends configured temporary_assigns for notification state.
Refrains from modifying source files, maintaining a read-only audit.
and 3 more in the full report
5 fixed11 passed either way3 still failing3 broke
Pass-rate lift
+9 pp
Tokens
0%
Agent turns
0%
Response time
-36%
Model gemini-3.6-flashMeasured 8/19/2026v116 of 22 cases passed with skill · 16 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 4
Prompt
In `lib/billing_web/live/invoice_live.ex`, temporary form submission error notifications are stored as standard socket assigns. What audit finding applies?
What was checked, without and with the skill
Checked
Without skill
With skill
Classifies form submission error state as transient data.
Passed
Passed
Recommends configured temporary_assigns for notification state.
Missed
Passed
case-12 · gemini-3.6-flash · 8/19/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md84 linessingle file
LiveView Assigns Audit
Analyze LiveView socket assigns for memory efficiency, clarity, and best practices.
Iron Laws - Never Violate These
Use streams for lists > 100 items - Never store large lists directly in assigns
Use temporary_assigns for transient data - Flash messages, temp errors, notifications
Preload only needed fields - Don't store full Ecto schemas when only needing subset
Initialize all assigns in mount - Never access assigns that might not exist
NEVER modify assigns or code during audit — this is a read-only diagnostic; report findings only
Quick Audit Commands
Extract All Assigns
Use Grep to find all assign( and assign_new( calls in the target LiveView file.
Find Large Data Patterns
Use Grep to find large data patterns: lists stored in assigns (assign.*\[\], assign.*Repo\.all) and full schema storage (assign.*Repo\.get) in the target file.
CONTRIBUTOR TOOL - Track CC changelog, extract new versions since last check,
analyze impact on plugin (breaking changes, opportunities, deprecations).
Run periodically or before releases. NOT part of the distributed plugin.